DeWu Technology
Mar 8, 2023 · Artificial Intelligence
Optimizing Python GPU Inference Services with CPU/GPU Process Separation and TensorRT
By isolating CPU preprocessing and post‑processing from GPU inference into separate processes and applying TensorRT’s FP16/INT8 optimizations, the custom Python framework boosts Python vision inference services from roughly 4.5 to 27.4 QPS—a 5‑10× speedup—while reducing GPU utilization and cost.
CPU-GPU SeparationCUDAGPU inference
0 likes · 14 min read